This paper introduces a predictive atomic model based on the TRR-NOTIME framework, which eliminates time as a fundamental quantity and instead defines physical structure through directional energy potential (SEP). Unlike classical atomic theories that rely on temporal dynamics and probabilistic distributions, this model posits atoms as coherent spatial configurations of SEP vectors. Real-world observable effects such as frequency transitions (e.g., 9.192631770 GHz in Cs-133 or the Lyman-alpha line in hydrogen) are reinterpreted as the result of spatial SEP periodicity. Axiom 7 is introduced to assert that observed atomic features correspond not to probabilities or dynamic states but to realized interaction nodes arising from SEP compatibility. These nodes are not theoretical constructs but have already been observed in various experimental forms (e.g., STM peaks, orbital maps) as stable manifestations of fully satisfied directional conditions. The model enables theoretical prediction of atomic frequencies from first principles of spatial structure, marking a fundamental shift in the causal understanding of matter.